A Successful Demo Is Not Enough
Robotics engineers need to know where a mission breaks, which conditions trigger the failure, and whether a proposed guardrail actually helps.
Find the failure: Vary mission conditions and physical uncertainty instead of relying on a single successful run.
Make it reproducible: Keep the configuration, seed and motion logs so the same simulated failure can be inspected again.
Test the intervention: Compare guarded and unguarded runs. See what improves, what still fails, and where the model is limited.
Choose a platform, environment and mission. Run Monte Carlo tests, inspect failures, add constraints and retest. Revisit saved experiments when your route or configuration changes. Results describe modeled behavior, not a certified or field-calibrated digital twin.